AutoML CfP, submission deadline March 24

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Carola Doerr

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Feb 11, 2025, 2:00:30 AMFeb 11
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REMINDER: the AutoML Conference is back! And this year, we are heading to New York City from September 8-11.

CALL FOR PAPERS

The main conference will feature two tracks: one focusing on methods advancing the state of the art and one focusing on applications, benchmarks, challenges, and datasets (ABCD) to drive the development of new methods.

Opportunities to submit other content (short papers, “breaking news” papers, journal papers, etc.) will be coming soon!

A non-exclusive list of topics is below.

Methods Track:

    model selection (e.g., neural architecture search, ensembling)
    configuration/tuning (e.g., via evolutionary algorithms, Bayesian optimization)
    AutoML methodologies (e.g., reinforcement learning, meta-learning, in-context learning, warmstarting, portfolios, multi-objective optimization, constrained optimization)
    pipeline automation (e.g., automated data wrangling, feature engineering, pipeline synthesis, and configuration)
    automated procedures for diverse data (e.g., tabular, relational, multimodal, etc.)
    ensuring quality of results in AutoML (e.g., fairness, interpretability, trustworthiness, sustainability, robustness, reproducibility)
    supporting analysis and insight from automated systems
    context/prompt optimization
    dataset distillation / data selection / foundation datasets
    AutoML for multi-objective optimization
    Large language models

ABDC Track:

    Applications: open-source AutoML software and applications in this category that help us bridge the gap between theory and practice
    Benchmarks: submissions to further enhance the quality of benchmarking in AutoML
    Challenges: design, visions, analyses, methods and best practices for future and past challenges
    Datasets: new datasets, collections of datasets, or meta-datasets that open up new avenues of AutoML research

You can check the full Call For Papers here: https://2025.automl.cc/call-for-papers/

IMPORTANT DATES

Abstract submission: 19 March, 2025

Paper submission: 24 March, 2025

Author notification: 13 May, 2025

Conference: 8-11 September, 2025

CONFIRMED KEYNOTES

Manuela Veloso, JP Morgan Chase

Andrew Gordon Wilson, New York University

Kevin Leyton-Brown, University of British Columbia

Erin LeDell, Distributional

… and more to come!

PREVIOUS EDITION

Check out last year’s conference videos and proceedings!

videos: https://www.youtube.com/@automl_conf/playlists

proceedings: https://proceedings.mlr.press/v256/

CONTACTS

https://2025.automl.cc/

Follow us on social media!

https://www.linkedin.com/company/automl-conf/

https://x.com/automl_conf

https://bsky.app/profile/automl-conf.bsky.social

Organizing Committee

:: General Chair:

Roman Garnett, Washington University in St. Louis

:: PC chairs:

Leman Akoglu, Carnegie Mellon University

Carola Doerr, CNRS and Sorbonne University, FR

Jan van Rijn, Leiden University, NL


See you there?

Carola Doerr

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Feb 11, 2025, 11:00:56 AMFeb 11
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Dear all,

Sorry for the noise, in light of the ICML review release on March 25, we have decided to postpone the submission deadline for the AutoML conference to March 26, 2025.

Please take note of the deadline, and do not hesitate to reach out, should you have any questions about the AutoML conference :-)

Best wishes,
Carola, on behalf of the whole orga team: https://2025.automl.cc/organizers/

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